Overview

Brought to you by YData

Dataset statistics

Number of variables	39
Number of observations	19965
Missing cells	21602
Missing cells (%)	2.8%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	36.9 MiB
Average record size in memory	1.9 KiB

Variable types

Categorical	9
Numeric	17
Text	12
Unsupported	1

Alerts

`a_minus` is highly overall correlated with `b_minus` and 1 other fields	High correlation
`average_grade` is highly overall correlated with `b` and 3 other fields	High correlation
`b` is highly overall correlated with `average_grade` and 1 other fields	High correlation
`b_minus` is highly overall correlated with `a_minus` and 4 other fields	High correlation
`b_plus` is highly overall correlated with `a_minus` and 2 other fields	High correlation
`c` is highly overall correlated with `average_grade` and 2 other fields	High correlation
`c_minus` is highly overall correlated with `b_minus` and 1 other fields	High correlation
`c_plus` is highly overall correlated with `average_grade` and 3 other fields	High correlation
`d` is highly overall correlated with `c`	High correlation
`part_of_term` is highly imbalanced (66.6%)	Imbalance
`section_credit_hours` is highly imbalanced (62.8%)	Imbalance
`section_status` is highly imbalanced (99.7%)	Imbalance
`subject_section` has 982 (4.9%) missing values	Missing
`part_of_term` has 655 (3.3%) missing values	Missing
`credit_hours` has 19965 (100.0%) missing values	Missing
`credit_hours` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`a_plus` has 5025 (25.2%) zeros	Zeros
`a_minus` has 2912 (14.6%) zeros	Zeros
`b_plus` has 3848 (19.3%) zeros	Zeros
`b` has 3085 (15.5%) zeros	Zeros
`b_minus` has 7973 (39.9%) zeros	Zeros
`c_plus` has 10415 (52.2%) zeros	Zeros
`c` has 9405 (47.1%) zeros	Zeros
`c_minus` has 13268 (66.5%) zeros	Zeros
`d_plus` has 15822 (79.2%) zeros	Zeros
`d` has 14264 (71.4%) zeros	Zeros
`d_minus` has 16769 (84.0%) zeros	Zeros
`f` has 11269 (56.4%) zeros	Zeros
`w` has 17651 (88.4%) zeros	Zeros

Reproduction

Analysis started	2025-05-12 02:00:57.206652
Analysis finished	2025-05-12 02:01:40.293454
Duration	43.09 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

year
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

2022	5178
2023	5134
2021	5090
2020	4563

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	79860
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2020
2nd row	2020
3rd row	2020
4th row	2020
5th row	2020

Common Values

Value	Count	Frequency (%)
2022	5178	25.9%
2023	5134	25.7%
2021	5090	25.5%
2020	4563	22.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2022	5178	25.9%
2023	5134	25.7%
2021	5090	25.5%
2020	4563	22.9%

Most occurring characters

Value	Count	Frequency (%)
2	45108	56.5%
0	24528	30.7%
3	5134	6.4%
1	5090	6.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	79860	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	45108	56.5%
0	24528	30.7%
3	5134	6.4%
1	5090	6.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	79860	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	45108	56.5%
0	24528	30.7%
3	5134	6.4%
1	5090	6.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	79860	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	45108	56.5%
0	24528	30.7%
3	5134	6.4%
1	5090	6.4%

term
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

FALL	10896
SPRING	9069

Length

Max length	6
Median length	4
Mean length	4.9084899
Min length	4

Characters and Unicode

Total characters	97998
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	FALL
2nd row	FALL
3rd row	FALL
4th row	FALL
5th row	FALL

Common Values

Value	Count	Frequency (%)
FALL	10896	54.6%
SPRING	9069	45.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
fall	10896	54.6%
spring	9069	45.4%

Most occurring characters

Value	Count	Frequency (%)
L	21792	22.2%
F	10896	11.1%
A	10896	11.1%
S	9069	9.3%
P	9069	9.3%
R	9069	9.3%
I	9069	9.3%
N	9069	9.3%
G	9069	9.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	97998	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
L	21792	22.2%
F	10896	11.1%
A	10896	11.1%
S	9069	9.3%
P	9069	9.3%
R	9069	9.3%
I	9069	9.3%
N	9069	9.3%
G	9069	9.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	97998	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
L	21792	22.2%
F	10896	11.1%
A	10896	11.1%
S	9069	9.3%
P	9069	9.3%
R	9069	9.3%
I	9069	9.3%
N	9069	9.3%
G	9069	9.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	97998	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
L	21792	22.2%
F	10896	11.1%
A	10896	11.1%
S	9069	9.3%
P	9069	9.3%
R	9069	9.3%
I	9069	9.3%
N	9069	9.3%
G	9069	9.3%

crn
Real number (ℝ)

Distinct	8096
Distinct (%)	40.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	53458.682

Minimum	10051
Maximum	78820
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.1 KiB

Quantile statistics

Minimum	10051
5-th percentile	31044.4
Q1	37449
median	55464
Q3	67938
95-th percentile	74665.6
Maximum	78820
Range	68769
Interquartile range (IQR)	30489

Descriptive statistics

Standard deviation	15376.586
Coefficient of variation (CV)	0.28763497
Kurtosis	-1.4422438
Mean	53458.682
Median Absolute Deviation (MAD)	14793
Skewness	-0.11410167
Sum	1.0673026 × 10⁹
Variance	2.3643941 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
53068	28	0.1%
53066	24	0.1%
55158	22	0.1%
65138	13	0.1%
56271	12	0.1%
75873	12	0.1%
35803	12	0.1%
35802	11	0.1%
61888	10	0.1%
29863	10	0.1%
Other values (8086)	19811	99.2%

Value	Count	Frequency (%)
10051	2	< 0.1%
11484	1	< 0.1%
15375	1	< 0.1%
20680	1	< 0.1%
22099	2	< 0.1%
27106	1	< 0.1%
27137	1	< 0.1%
29649	4	< 0.1%
29650	2	< 0.1%
29656	4	< 0.1%

Value	Count	Frequency (%)
78820	1	< 0.1%
78770	1	< 0.1%
78742	1	< 0.1%
78664	1	< 0.1%
78662	1	< 0.1%
78661	1	< 0.1%
78660	1	< 0.1%
78644	2	< 0.1%
78636	1	< 0.1%
78635	1	< 0.1%

subject_section
Text

Missing

Distinct	1458
Distinct (%)	7.7%
Missing	982
Missing (%)	4.9%
Memory size	1.1 MiB

Length

Max length	3
Median length	2
Mean length	2.0909235
Min length	1

Characters and Unicode

Total characters	39692
Distinct characters	38
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	480 ?
Unique (%)	2.5%

Sample

1st row	AD1
2nd row	AD2
3rd row	AD3
4th row	AD4
5th row	AD5

Value	Count	Frequency (%)
a	3614	19.0%
al1	1490	7.8%
b	882	4.6%
c	447	2.4%
onl	365	1.9%
d	321	1.7%
e	247	1.3%
f	187	1.0%
ad1	186	1.0%
al2	183	1.0%
Other values (1444)	11061	58.3%

Most occurring characters

Value	Count	Frequency (%)
A	9871	24.9%
1	4170	10.5%
L	3375	8.5%
D	3369	8.5%
B	2317	5.8%
3	1480	3.7%
O	1471	3.7%
2	1412	3.6%
C	1402	3.5%
E	1314	3.3%
Other values (28)	9511	24.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	39692	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	9871	24.9%
1	4170	10.5%
L	3375	8.5%
D	3369	8.5%
B	2317	5.8%
3	1480	3.7%
O	1471	3.7%
2	1412	3.6%
C	1402	3.5%
E	1314	3.3%
Other values (28)	9511	24.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	39692	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	9871	24.9%
1	4170	10.5%
L	3375	8.5%
D	3369	8.5%
B	2317	5.8%
3	1480	3.7%
O	1471	3.7%
2	1412	3.6%
C	1402	3.5%
E	1314	3.3%
Other values (28)	9511	24.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	39692	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	9871	24.9%
1	4170	10.5%
L	3375	8.5%
D	3369	8.5%
B	2317	5.8%
3	1480	3.7%
O	1471	3.7%
2	1412	3.6%
C	1402	3.5%
E	1314	3.3%
Other values (28)	9511	24.0%

course_number
Real number (ℝ)

Distinct	508
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	307.285

Minimum	100
Maximum	798
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.1 KiB

Quantile statistics

Minimum	100
5-th percentile	100
Q1	189
median	301
Q3	435
95-th percentile	571
Maximum	798
Range	698
Interquartile range (IQR)	246

Descriptive statistics

Standard deviation	155.95698
Coefficient of variation (CV)	0.50753202
Kurtosis	-0.98905205
Mean	307.285
Median Absolute Deviation (MAD)	131
Skewness	0.25160471
Sum	6134945
Variance	24322.578
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	1211	6.1%
101	1185	5.9%
102	361	1.8%
201	320	1.6%
103	285	1.4%
150	248	1.2%
250	245	1.2%
202	221	1.1%
199	216	1.1%
104	213	1.1%
Other values (498)	15460	77.4%

Value	Count	Frequency (%)
100	1211	6.1%
101	1185	5.9%
102	361	1.8%
103	285	1.4%
104	213	1.1%
105	78	0.4%
106	16	0.1%
107	31	0.2%
108	21	0.1%
109	37	0.2%

Value	Count	Frequency (%)
798	1	< 0.1%
797	6	< 0.1%
796	3	< 0.1%
795	2	< 0.1%
794	8	< 0.1%
792	18	0.1%
694	4	< 0.1%
686	3	< 0.1%
684	3	< 0.1%
682	7	< 0.1%

course_title
Text

Distinct	3456
Distinct (%)	17.3%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

Length

Max length	30
Median length	25
Mean length	23.606061
Min length	3

Characters and Unicode

Total characters	471295
Distinct characters	76
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	953 ?
Unique (%)	4.8%

Sample

1st row	Intro Asian American Studies
2nd row	Intro Asian American Studies
3rd row	Intro Asian American Studies
4th row	Intro Asian American Studies
5th row	Intro Asian American Studies

Value	Count	Frequency (%)
	2449	3.7%
and	2150	3.2%
to	2072	3.1%
intro	1671	2.5%
of	1604	2.4%
in	1468	2.2%
i	901	1.3%
introduction	898	1.3%
design	768	1.1%
ii	742	1.1%
Other values (2635)	52346	78.0%

Most occurring characters

Value	Count	Frequency (%)
	47104	10.0%
i	36695	7.8%
n	35737	7.6%
e	35011	7.4%
o	31644	6.7%
t	30626	6.5%
a	28776	6.1%
r	24953	5.3%
s	23223	4.9%
c	20417	4.3%
Other values (66)	157109	33.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	471295	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	47104	10.0%
i	36695	7.8%
n	35737	7.6%
e	35011	7.4%
o	31644	6.7%
t	30626	6.5%
a	28776	6.1%
r	24953	5.3%
s	23223	4.9%
c	20417	4.3%
Other values (66)	157109	33.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	471295	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	47104	10.0%
i	36695	7.8%
n	35737	7.6%
e	35011	7.4%
o	31644	6.7%
t	30626	6.5%
a	28776	6.1%
r	24953	5.3%
s	23223	4.9%
c	20417	4.3%
Other values (66)	157109	33.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	471295	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	47104	10.0%
i	36695	7.8%
n	35737	7.6%
e	35011	7.4%
o	31644	6.7%
t	30626	6.5%
a	28776	6.1%
r	24953	5.3%
s	23223	4.9%
c	20417	4.3%
Other values (66)	157109	33.3%

description
Text

Distinct	3510
Distinct (%)	17.6%
Missing	0
Missing (%)	0.0%
Memory size	9.5 MiB

Length

Max length	1858
Median length	832
Mean length	423.23857
Min length	16

Characters and Unicode

Total characters	8449958
Distinct characters	95
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	925 ?
Unique (%)	4.6%

Sample

1st row	Interdisciplinary introduction to the basic concepts and approaches in Asian American Studies. Surveys the various dimensions of Asian American experiences including history, social organization, literature, arts, and politics.
2nd row	Interdisciplinary introduction to the basic concepts and approaches in Asian American Studies. Surveys the various dimensions of Asian American experiences including history, social organization, literature, arts, and politics.
3rd row	Interdisciplinary introduction to the basic concepts and approaches in Asian American Studies. Surveys the various dimensions of Asian American experiences including history, social organization, literature, arts, and politics.
4th row	Interdisciplinary introduction to the basic concepts and approaches in Asian American Studies. Surveys the various dimensions of Asian American experiences including history, social organization, literature, arts, and politics.
5th row	Interdisciplinary introduction to the basic concepts and approaches in Asian American Studies. Surveys the various dimensions of Asian American experiences including history, social organization, literature, arts, and politics.

Value	Count	Frequency (%)
and	83775	7.0%
of	55381	4.6%
the	45829	3.8%
to	26193	2.2%
in	24918	2.1%
for	16296	1.4%
or	14568	1.2%
a	12263	1.0%
hours	11970	1.0%
prerequisite	11077	0.9%
Other values (12276)	899069	74.8%

Most occurring characters

Value	Count	Frequency (%)
	1181791	14.0%
e	748791	8.9%
i	587778	7.0%
n	561843	6.6%
t	552731	6.5%
a	536700	6.4%
o	520131	6.2%
s	488164	5.8%
r	465437	5.5%
c	290969	3.4%
Other values (85)	2515623	29.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	8449958	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	1181791	14.0%
e	748791	8.9%
i	587778	7.0%
n	561843	6.6%
t	552731	6.5%
a	536700	6.4%
o	520131	6.2%
s	488164	5.8%
r	465437	5.5%
c	290969	3.4%
Other values (85)	2515623	29.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	8449958	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	1181791	14.0%
e	748791	8.9%
i	587778	7.0%
n	561843	6.6%
t	552731	6.5%
a	536700	6.4%
o	520131	6.2%
s	488164	5.8%
r	465437	5.5%
c	290969	3.4%
Other values (85)	2515623	29.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	8449958	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	1181791	14.0%
e	748791	8.9%
i	587778	7.0%
n	561843	6.6%
t	552731	6.5%
a	536700	6.4%
o	520131	6.2%
s	488164	5.8%
r	465437	5.5%
c	290969	3.4%
Other values (85)	2515623	29.8%

part_of_term
Categorical

Imbalance Missing

Distinct	2
Distinct (%)	< 0.1%
Missing	655
Missing (%)	3.3%
Memory size	1.1 MiB

1.0	18120
2.0	1190

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	57930
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	18120	90.8%
2.0	1190	6.0%
(Missing)	655	3.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	18120	93.8%
2.0	1190	6.2%

Most occurring characters

Value	Count	Frequency (%)
.	19310	33.3%
0	19310	33.3%
1	18120	31.3%
2	1190	2.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	57930	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
.	19310	33.3%
0	19310	33.3%
1	18120	31.3%
2	1190	2.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	57930	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
.	19310	33.3%
0	19310	33.3%
1	18120	31.3%
2	1190	2.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	57930	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
.	19310	33.3%
0	19310	33.3%
1	18120	31.3%
2	1190	2.1%

degree_attributes
Text

Distinct	60
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

Length

Max length	99
Median length	7
Mean length	16.673328
Min length	7

Characters and Unicode

Total characters	332883
Distinct characters	46
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	9 ?
Unique (%)	< 0.1%

Sample

1st row	Social & Beh Sci - Soc Sci, and Cultural Studies - US Minority course.
2nd row	Social & Beh Sci - Soc Sci, and Cultural Studies - US Minority course.
3rd row	Social & Beh Sci - Soc Sci, and Cultural Studies - US Minority course.
4th row	Social & Beh Sci - Soc Sci, and Cultural Studies - US Minority course.
5th row	Social & Beh Sci - Soc Sci, and Cultural Studies - US Minority course.

Value	Count	Frequency (%)
unknown	14922	26.8%
	9070	16.3%
course	5043	9.0%
sci	3465	6.2%
studies	1850	3.3%
cultural	1850	3.3%
and	1845	3.3%
beh	1809	3.2%
humanities	1594	2.9%
social	1449	2.6%
Other values (29)	12858	23.1%

Most occurring characters

Value	Count	Frequency (%)
n	54319	16.3%
	35790	10.8%
o	26543	8.0%
i	18223	5.5%
e	16246	4.9%
U	15662	4.7%
k	14922	4.5%
w	14922	4.5%
s	13582	4.1%
c	13424	4.0%
Other values (36)	109250	32.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	332883	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	54319	16.3%
	35790	10.8%
o	26543	8.0%
i	18223	5.5%
e	16246	4.9%
U	15662	4.7%
k	14922	4.5%
w	14922	4.5%
s	13582	4.1%
c	13424	4.0%
Other values (36)	109250	32.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	332883	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	54319	16.3%
	35790	10.8%
o	26543	8.0%
i	18223	5.5%
e	16246	4.9%
U	15662	4.7%
k	14922	4.5%
w	14922	4.5%
s	13582	4.1%
c	13424	4.0%
Other values (36)	109250	32.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	332883	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	54319	16.3%
	35790	10.8%
o	26543	8.0%
i	18223	5.5%
e	16246	4.9%
U	15662	4.7%
k	14922	4.5%
w	14922	4.5%
s	13582	4.1%
c	13424	4.0%
Other values (36)	109250	32.8%

credit_hours
Unsupported

Missing Rejected Unsupported

Missing	19965
Missing (%)	100.0%
Memory size	156.1 KiB

section_credit_hours
Categorical

Imbalance

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

Unknown	15394
3 hours	2211
4 hours	1338
1 hours	514
2 hours	488
Other values (4)	20

Length

Max length	9
Median length	7
Mean length	7.0008515
Min length	7

Characters and Unicode

Total characters	139772
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	Unknown
2nd row	Unknown
3rd row	Unknown
4th row	Unknown
5th row	Unknown

Common Values

Value	Count	Frequency (%)
Unknown	15394	77.1%
3 hours	2211	11.1%
4 hours	1338	6.7%
1 hours	514	2.6%
2 hours	488	2.4%
5 hours	9	< 0.1%
4.5 hours	8	< 0.1%
8 hours	2	< 0.1%
12 hours	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
unknown	15394	62.7%
hours	4571	18.6%
3	2211	9.0%
4	1338	5.5%
1	514	2.1%
2	488	2.0%
5	9	< 0.1%
4.5	8	< 0.1%
8	2	< 0.1%
12	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
n	46182	33.0%
o	19965	14.3%
U	15394	11.0%
k	15394	11.0%
w	15394	11.0%
	4571	3.3%
h	4571	3.3%
u	4571	3.3%
r	4571	3.3%
s	4571	3.3%
Other values (7)	4588	3.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	139772	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	46182	33.0%
o	19965	14.3%
U	15394	11.0%
k	15394	11.0%
w	15394	11.0%
	4571	3.3%
h	4571	3.3%
u	4571	3.3%
r	4571	3.3%
s	4571	3.3%
Other values (7)	4588	3.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	139772	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	46182	33.0%
o	19965	14.3%
U	15394	11.0%
k	15394	11.0%
w	15394	11.0%
	4571	3.3%
h	4571	3.3%
u	4571	3.3%
r	4571	3.3%
s	4571	3.3%
Other values (7)	4588	3.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	139772	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	46182	33.0%
o	19965	14.3%
U	15394	11.0%
k	15394	11.0%
w	15394	11.0%
	4571	3.3%
h	4571	3.3%
u	4571	3.3%
r	4571	3.3%
s	4571	3.3%
Other values (7)	4588	3.3%

section_status
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

A	19961
P	4

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	19965
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	A
2nd row	A
3rd row	A
4th row	A
5th row	A

Common Values

Value	Count	Frequency (%)
A	19961	> 99.9%
P	4	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
a	19961	> 99.9%
p	4	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
A	19961	> 99.9%
P	4	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	19965	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	19961	> 99.9%
P	4	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	19965	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	19961	> 99.9%
P	4	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	19965	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	19961	> 99.9%
P	4	< 0.1%

section_type
Categorical

Distinct	18
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.3 MiB

Lecture-Discussion	6564
Online	4549
Lecture	2883
Discussion/Recitation	2179
Online Lecture	1671
Other values (13)	2119

Length

Max length	25
Median length	21
Mean length	13.198598
Min length	4

Characters and Unicode

Total characters	263510
Distinct characters	33
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	Online Discussion
2nd row	Online Discussion
3rd row	Online Discussion
4th row	Online Discussion
5th row	Online Discussion

Common Values

Value	Count	Frequency (%)
Lecture-Discussion	6564	32.9%
Online	4549	22.8%
Lecture	2883	14.4%
Discussion/Recitation	2179	10.9%
Online Lecture	1671	8.4%
Online Discussion	827	4.1%
Laboratory	760	3.8%
Online Lab	208	1.0%
Laboratory-Discussion	140	0.7%
Practice	64	0.3%
Other values (8)	120	0.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
online	7285	32.0%
lecture-discussion	6564	28.9%
lecture	4584	20.2%
discussion/recitation	2179	9.6%
discussion	857	3.8%
laboratory	760	3.3%
lab	208	0.9%
laboratory-discussion	140	0.6%
practice	64	0.3%
studio	34	0.1%
Other values (8)	69	0.3%

Most occurring characters

Value	Count	Frequency (%)
e	31935	12.1%
i	31253	11.9%
s	29227	11.1%
n	26572	10.1%
c	23242	8.8%
u	20928	7.9%
t	16525	6.3%
o	13788	5.2%
r	13050	5.0%
L	12256	4.7%
Other values (23)	44734	17.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	263510	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	31935	12.1%
i	31253	11.9%
s	29227	11.1%
n	26572	10.1%
c	23242	8.8%
u	20928	7.9%
t	16525	6.3%
o	13788	5.2%
r	13050	5.0%
L	12256	4.7%
Other values (23)	44734	17.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	263510	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	31935	12.1%
i	31253	11.9%
s	29227	11.1%
n	26572	10.1%
c	23242	8.8%
u	20928	7.9%
t	16525	6.3%
o	13788	5.2%
r	13050	5.0%
L	12256	4.7%
Other values (23)	44734	17.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	263510	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	31935	12.1%
i	31253	11.9%
s	29227	11.1%
n	26572	10.1%
c	23242	8.8%
u	20928	7.9%
t	16525	6.3%
o	13788	5.2%
r	13050	5.0%
L	12256	4.7%
Other values (23)	44734	17.0%

section_type_code
Text

Distinct	71
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

Length

Max length	3
Median length	3
Mean length	2.9324818
Min length	1

Characters and Unicode

Total characters	58547
Distinct characters	28
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	13 ?
Unique (%)	0.1%

Sample

1st row	OD
2nd row	OD
3rd row	OD
4th row	OD
5th row	OD

Value	Count	Frequency (%)
lcd	6365	31.9%
onl	4363	21.9%
lec	2851	14.3%
dis	2178	10.9%
olc	1671	8.4%
od	827	4.1%
lab	706	3.5%
olb	208	1.0%
lbd	140	0.7%
e1	70	0.4%
Other values (61)	586	2.9%

Most occurring characters

Value	Count	Frequency (%)
L	16366	28.0%
C	10910	18.6%
D	9542	16.3%
O	7099	12.1%
N	4389	7.5%
E	3044	5.2%
S	2418	4.1%
I	2186	3.7%
B	1108	1.9%
A	706	1.2%
Other values (18)	779	1.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	58547	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
L	16366	28.0%
C	10910	18.6%
D	9542	16.3%
O	7099	12.1%
N	4389	7.5%
E	3044	5.2%
S	2418	4.1%
I	2186	3.7%
B	1108	1.9%
A	706	1.2%
Other values (18)	779	1.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	58547	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
L	16366	28.0%
C	10910	18.6%
D	9542	16.3%
O	7099	12.1%
N	4389	7.5%
E	3044	5.2%
S	2418	4.1%
I	2186	3.7%
B	1108	1.9%
A	706	1.2%
Other values (18)	779	1.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	58547	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
L	16366	28.0%
C	10910	18.6%
D	9542	16.3%
O	7099	12.1%
N	4389	7.5%
E	3044	5.2%
S	2418	4.1%
I	2186	3.7%
B	1108	1.9%
A	706	1.2%
Other values (18)	779	1.3%

enrollment_status
Categorical

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.3 MiB

UNKNOWN	5009
Open (Restricted)	4390
Open	4224
Closed	4084
CrossListOpen (Restricted)	1286

Length

Max length	26
Median length	13
Mean length	9.8755322
Min length	4

Characters and Unicode

Total characters	197165
Distinct characters	22
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Open
2nd row	Open
3rd row	Open
4th row	Open
5th row	Closed

Common Values

Value	Count	Frequency (%)
UNKNOWN	5009	25.1%
Open (Restricted)	4390	22.0%
Open	4224	21.2%
Closed	4084	20.5%
CrossListOpen (Restricted)	1286	6.4%
CrossListOpen	972	4.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
open	8614	33.6%
restricted	5676	22.1%
unknown	5009	19.5%
closed	4084	15.9%
crosslistopen	2258	8.8%

Most occurring characters

Value	Count	Frequency (%)
e	26308	13.3%
s	16534	8.4%
O	15881	8.1%
N	15027	7.6%
t	13610	6.9%
p	10872	5.5%
n	10872	5.5%
d	9760	5.0%
i	7934	4.0%
r	7934	4.0%
Other values (12)	62433	31.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	197165	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	26308	13.3%
s	16534	8.4%
O	15881	8.1%
N	15027	7.6%
t	13610	6.9%
p	10872	5.5%
n	10872	5.5%
d	9760	5.0%
i	7934	4.0%
r	7934	4.0%
Other values (12)	62433	31.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	197165	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	26308	13.3%
s	16534	8.4%
O	15881	8.1%
N	15027	7.6%
t	13610	6.9%
p	10872	5.5%
n	10872	5.5%
d	9760	5.0%
i	7934	4.0%
r	7934	4.0%
Other values (12)	62433	31.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	197165	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	26308	13.3%
s	16534	8.4%
O	15881	8.1%
N	15027	7.6%
t	13610	6.9%
p	10872	5.5%
n	10872	5.5%
d	9760	5.0%
i	7934	4.0%
r	7934	4.0%
Other values (12)	62433	31.7%

start_time
Categorical

Distinct	36
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

11:00 AM	2935
ARRANGED	2900
02:00 PM	2328
01:00 PM	1558
10:00 AM	1352
Other values (31)	8892

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	159720
Distinct characters	20
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	7 ?
Unique (%)	< 0.1%

Sample

1st row	09:00 AM
2nd row	12:00 PM
3rd row	01:00 PM
4th row	10:00 AM
5th row	11:00 AM

Common Values

Value	Count	Frequency (%)
11:00 AM	2935	14.7%
ARRANGED	2900	14.5%
02:00 PM	2328	11.7%
01:00 PM	1558	7.8%
10:00 AM	1352	6.8%
09:30 AM	1347	6.7%
09:00 AM	1261	6.3%
12:30 PM	1206	6.0%
12:00 PM	961	4.8%
03:30 PM	866	4.3%
Other values (26)	3251	16.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
pm	9514	25.7%
am	7551	20.4%
11:00	2935	7.9%
arranged	2900	7.8%
02:00	2328	6.3%
01:00	1558	4.2%
10:00	1353	3.7%
09:30	1347	3.6%
09:00	1262	3.4%
12:30	1206	3.3%
Other values (24)	5076	13.7%

Most occurring characters

Value	Count	Frequency (%)
0	42111	26.4%
:	17065	10.7%
	17065	10.7%
M	17065	10.7%
A	13351	8.4%
1	11195	7.0%
P	9514	6.0%
R	5800	3.6%
3	5682	3.6%
2	4543	2.8%
Other values (10)	16329	10.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	159720	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	42111	26.4%
:	17065	10.7%
	17065	10.7%
M	17065	10.7%
A	13351	8.4%
1	11195	7.0%
P	9514	6.0%
R	5800	3.6%
3	5682	3.6%
2	4543	2.8%
Other values (10)	16329	10.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	159720	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	42111	26.4%
:	17065	10.7%
	17065	10.7%
M	17065	10.7%
A	13351	8.4%
1	11195	7.0%
P	9514	6.0%
R	5800	3.6%
3	5682	3.6%
2	4543	2.8%
Other values (10)	16329	10.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	159720	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	42111	26.4%
:	17065	10.7%
	17065	10.7%
M	17065	10.7%
A	13351	8.4%
1	11195	7.0%
P	9514	6.0%
R	5800	3.6%
3	5682	3.6%
2	4543	2.8%
Other values (10)	16329	10.2%

end_time
Text

Distinct	109
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

Length

Max length	8
Median length	8
Mean length	7.8547458
Min length	7

Characters and Unicode

Total characters	156820
Distinct characters	20
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	12 ?
Unique (%)	0.1%

Sample

1st row	09:50 AM
2nd row	12:50 PM
3rd row	01:50 PM
4th row	10:50 AM
5th row	11:50 AM

Value	Count	Frequency (%)
pm	11285	30.5%
am	5780	15.6%
unknown	2900	7.8%
10:50	2409	6.5%
01:50	2147	5.8%
11:50	1669	4.5%
12:20	1269	3.4%
04:50	1230	3.3%
03:20	1126	3.0%
02:50	1061	2.9%
Other values (93)	6154	16.6%

Most occurring characters

Value	Count	Frequency (%)
0	28897	18.4%
	17065	10.9%
:	17065	10.9%
M	17065	10.9%
5	13393	8.5%
1	11844	7.6%
P	11285	7.2%
n	8700	5.5%
2	7412	4.7%
A	5780	3.7%
Other values (10)	18314	11.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	156820	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	28897	18.4%
	17065	10.9%
:	17065	10.9%
M	17065	10.9%
5	13393	8.5%
1	11844	7.6%
P	11285	7.2%
n	8700	5.5%
2	7412	4.7%
A	5780	3.7%
Other values (10)	18314	11.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	156820	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	28897	18.4%
	17065	10.9%
:	17065	10.9%
M	17065	10.9%
5	13393	8.5%
1	11844	7.6%
P	11285	7.2%
n	8700	5.5%
2	7412	4.7%
A	5780	3.7%
Other values (10)	18314	11.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	156820	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	28897	18.4%
	17065	10.9%
:	17065	10.9%
M	17065	10.9%
5	13393	8.5%
1	11844	7.6%
P	11285	7.2%
n	8700	5.5%
2	7412	4.7%
A	5780	3.7%
Other values (10)	18314	11.7%

days_of_week
Categorical

Distinct	29
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

TR	5161
MW	2996
Unknown	2855
MWF	2582
F	1792
Other values (24)	4579

Length

Max length	7
Median length	5
Mean length	2.5621838
Min length	1

Characters and Unicode

Total characters	51154
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	F
2nd row	F
3rd row	F
4th row	F
5th row	F

Common Values

Value	Count	Frequency (%)
TR	5161	25.9%
MW	2996	15.0%
Unknown	2855	14.3%
MWF	2582	12.9%
F	1792	9.0%
R	1207	6.0%
W	1131	5.7%
T	962	4.8%
M	805	4.0%
WF	111	0.6%
Other values (19)	363	1.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
tr	5161	25.9%
mw	2996	15.0%
unknown	2855	14.3%
mwf	2582	12.9%
f	1792	9.0%
r	1207	6.0%
w	1131	5.7%
t	962	4.8%
m	805	4.0%
wf	111	0.6%
Other values (19)	363	1.8%

Most occurring characters

Value	Count	Frequency (%)
n	8565	16.7%
W	7037	13.8%
M	6620	12.9%
R	6508	12.7%
T	6349	12.4%
F	4615	9.0%
U	2857	5.6%
k	2855	5.6%
o	2855	5.6%
w	2855	5.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	51154	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	8565	16.7%
W	7037	13.8%
M	6620	12.9%
R	6508	12.7%
T	6349	12.4%
F	4615	9.0%
U	2857	5.6%
k	2855	5.6%
o	2855	5.6%
w	2855	5.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	51154	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	8565	16.7%
W	7037	13.8%
M	6620	12.9%
R	6508	12.7%
T	6349	12.4%
F	4615	9.0%
U	2857	5.6%
k	2855	5.6%
o	2855	5.6%
w	2855	5.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	51154	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	8565	16.7%
W	7037	13.8%
M	6620	12.9%
R	6508	12.7%
T	6349	12.4%
F	4615	9.0%
U	2857	5.6%
k	2855	5.6%
o	2855	5.6%
w	2855	5.6%

room
Text

Distinct	427
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

Length

Max length	9
Median length	7
Mean length	4.7500626
Min length	1

Characters and Unicode

Total characters	94835
Distinct characters	39
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	33 ?
Unique (%)	0.2%

Sample

1st row	Unknown
2nd row	Unknown
3rd row	Unknown
4th row	Unknown
5th row	Unknown

Value	Count	Frequency (%)
unknown	7667	38.4%
100	239	1.2%
103	192	1.0%
1002	171	0.9%
215	166	0.8%
141	159	0.8%
111	149	0.7%
112	138	0.7%
166	131	0.7%
2001	131	0.7%
Other values (418)	10826	54.2%

Most occurring characters

Value	Count	Frequency (%)
n	23001	24.3%
1	10065	10.6%
0	7763	8.2%
U	7727	8.1%
k	7667	8.1%
w	7667	8.1%
o	7667	8.1%
2	6322	6.7%
3	5398	5.7%
4	2751	2.9%
Other values (29)	8807	9.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	94835	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	23001	24.3%
1	10065	10.6%
0	7763	8.2%
U	7727	8.1%
k	7667	8.1%
w	7667	8.1%
o	7667	8.1%
2	6322	6.7%
3	5398	5.7%
4	2751	2.9%
Other values (29)	8807	9.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	94835	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	23001	24.3%
1	10065	10.6%
0	7763	8.2%
U	7727	8.1%
k	7667	8.1%
w	7667	8.1%
o	7667	8.1%
2	6322	6.7%
3	5398	5.7%
4	2751	2.9%
Other values (29)	8807	9.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	94835	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	23001	24.3%
1	10065	10.6%
0	7763	8.2%
U	7727	8.1%
k	7667	8.1%
w	7667	8.1%
o	7667	8.1%
2	6322	6.7%
3	5398	5.7%
4	2751	2.9%
Other values (29)	8807	9.3%

building
Text

Distinct	99
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

Length

Max length	30
Median length	29
Mean length	13.909992
Min length	6

Characters and Unicode

Total characters	277713
Distinct characters	58
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4 ?
Unique (%)	< 0.1%

Sample

1st row	Unknown
2nd row	Unknown
3rd row	Unknown
4th row	Unknown
5th row	Unknown

Value	Count	Frequency (%)
unknown	7667	19.1%
hall	4943	12.3%
building	1766	4.4%
instructional	1659	4.1%
business	1189	3.0%
fac	1189	3.0%
laboratory	1079	2.7%
bldg	947	2.4%
gregory	845	2.1%
	843	2.1%
Other values (169)	17916	44.7%

Most occurring characters

Value	Count	Frequency (%)
n	37697	13.6%
l	21828	7.9%
	20150	7.3%
o	18838	6.8%
i	16766	6.0%
a	15987	5.8%
r	14804	5.3%
e	11897	4.3%
t	9880	3.6%
s	9385	3.4%
Other values (48)	100481	36.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	277713	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	37697	13.6%
l	21828	7.9%
	20150	7.3%
o	18838	6.8%
i	16766	6.0%
a	15987	5.8%
r	14804	5.3%
e	11897	4.3%
t	9880	3.6%
s	9385	3.4%
Other values (48)	100481	36.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	277713	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	37697	13.6%
l	21828	7.9%
	20150	7.3%
o	18838	6.8%
i	16766	6.0%
a	15987	5.8%
r	14804	5.3%
e	11897	4.3%
t	9880	3.6%
s	9385	3.4%
Other values (48)	100481	36.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	277713	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	37697	13.6%
l	21828	7.9%
	20150	7.3%
o	18838	6.8%
i	16766	6.0%
a	15987	5.8%
r	14804	5.3%
e	11897	4.3%
t	9880	3.6%
s	9385	3.4%
Other values (48)	100481	36.2%

instructors_abbr
Text

Distinct	6425
Distinct (%)	32.2%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

Length

Max length	306
Median length	286
Mean length	15.735437
Min length	5

Characters and Unicode

Total characters	314158
Distinct characters	57
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2874 ?
Unique (%)	14.4%

Sample

1st row	Boonsripaisal, S
2nd row	Kang, Y
3rd row	Wang, Y
4th row	Boonsripaisal, S
5th row	Kang, Y

Value	Count	Frequency (%)
j	2489	4.7%
a	2051	3.9%
m	2025	3.8%
s	1530	2.9%
c	1298	2.5%
d	1225	2.3%
k	921	1.7%
r	907	1.7%
l	897	1.7%
e	817	1.5%
Other values (7136)	38591	73.2%

Most occurring characters

Value	Count	Frequency (%)
	32786	10.4%
,	30963	9.9%
e	20139	6.4%
a	19779	6.3%
n	15922	5.1%
r	15316	4.9%
i	13818	4.4%
o	13693	4.4%
;	11046	3.5%
l	10453	3.3%
Other values (47)	130243	41.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	314158	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	32786	10.4%
,	30963	9.9%
e	20139	6.4%
a	19779	6.3%
n	15922	5.1%
r	15316	4.9%
i	13818	4.4%
o	13693	4.4%
;	11046	3.5%
l	10453	3.3%
Other values (47)	130243	41.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	314158	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	32786	10.4%
,	30963	9.9%
e	20139	6.4%
a	19779	6.3%
n	15922	5.1%
r	15316	4.9%
i	13818	4.4%
o	13693	4.4%
;	11046	3.5%
l	10453	3.3%
Other values (47)	130243	41.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	314158	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	32786	10.4%
,	30963	9.9%
e	20139	6.4%
a	19779	6.3%
n	15922	5.1%
r	15316	4.9%
i	13818	4.4%
o	13693	4.4%
;	11046	3.5%
l	10453	3.3%
Other values (47)	130243	41.5%

instructors_fn
Text

Distinct	4036
Distinct (%)	20.2%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

Length

Max length	25
Median length	21
Mean length	15.979314
Min length	6

Characters and Unicode

Total characters	319027
Distinct characters	57
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	982 ?
Unique (%)	4.9%

Sample

1st row	Boonsripaisal, Simon
2nd row	Kang, Yoonjung
3rd row	Wang, Yu
4th row	Boonsripaisal, Simon
5th row	Kang, Yoonjung

Value	Count	Frequency (%)
m	1802	3.4%
a	1409	2.6%
j	1405	2.6%
l	1016	1.9%
r	726	1.4%
c	656	1.2%
e	640	1.2%
s	632	1.2%
d	510	1.0%
k	471	0.9%
Other values (5052)	44234	82.7%

Most occurring characters

Value	Count	Frequency (%)
	33536	10.5%
a	27466	8.6%
e	24607	7.7%
n	21107	6.6%
,	19928	6.2%
i	18874	5.9%
r	17009	5.3%
o	13936	4.4%
l	12730	4.0%
s	9858	3.1%
Other values (47)	119976	37.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	319027	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	33536	10.5%
a	27466	8.6%
e	24607	7.7%
n	21107	6.6%
,	19928	6.2%
i	18874	5.9%
r	17009	5.3%
o	13936	4.4%
l	12730	4.0%
s	9858	3.1%
Other values (47)	119976	37.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	319027	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	33536	10.5%
a	27466	8.6%
e	24607	7.7%
n	21107	6.6%
,	19928	6.2%
i	18874	5.9%
r	17009	5.3%
o	13936	4.4%
l	12730	4.0%
s	9858	3.1%
Other values (47)	119976	37.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	319027	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	33536	10.5%
a	27466	8.6%
e	24607	7.7%
n	21107	6.6%
,	19928	6.2%
i	18874	5.9%
r	17009	5.3%
o	13936	4.4%
l	12730	4.0%
s	9858	3.1%
Other values (47)	119976	37.6%

section_info
Text

Distinct	2516
Distinct (%)	12.6%
Missing	0
Missing (%)	0.0%
Memory size	2.6 MiB

Length

Max length	586
Median length	383
Mean length	81.689807
Min length	7

Characters and Unicode

Total characters	1630937
Distinct characters	76
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	649 ?
Unique (%)	3.3%

Sample

1st row	Unknown
2nd row	Unknown
3rd row	Unknown
4th row	Unknown
5th row	Unknown

Value	Count	Frequency (%)
or	12635	4.7%
hours	11487	4.2%
prerequisite	11035	4.1%
and	8737	3.2%
credit	8236	3.0%
of	7379	2.7%
graduate	6753	2.5%
for	6099	2.2%
4	5635	2.1%
math	5489	2.0%
Other values (1766)	187763	69.2%

Most occurring characters

Value	Count	Frequency (%)
	251389	15.4%
e	136358	8.4%
r	119141	7.3%
t	91237	5.6%
o	91077	5.6%
n	81156	5.0%
i	79585	4.9%
a	72262	4.4%
s	65744	4.0%
u	57279	3.5%
Other values (66)	585709	35.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1630937	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	251389	15.4%
e	136358	8.4%
r	119141	7.3%
t	91237	5.6%
o	91077	5.6%
n	81156	5.0%
i	79585	4.9%
a	72262	4.4%
s	65744	4.0%
u	57279	3.5%
Other values (66)	585709	35.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1630937	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	251389	15.4%
e	136358	8.4%
r	119141	7.3%
t	91237	5.6%
o	91077	5.6%
n	81156	5.0%
i	79585	4.9%
a	72262	4.4%
s	65744	4.0%
u	57279	3.5%
Other values (66)	585709	35.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1630937	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	251389	15.4%
e	136358	8.4%
r	119141	7.3%
t	91237	5.6%
o	91077	5.6%
n	81156	5.0%
i	79585	4.9%
a	72262	4.4%
s	65744	4.0%
u	57279	3.5%
Other values (66)	585709	35.9%

schedule_information
Text

Distinct	175
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

Length

Max length	659
Median length	7
Mean length	25.225344
Min length	7

Characters and Unicode

Total characters	503624
Distinct characters	74
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	25 ?
Unique (%)	0.1%

Sample

1st row	Unknown
2nd row	Unknown
3rd row	Unknown
4th row	Unknown
5th row	Unknown

Value	Count	Frequency (%)
unknown	16656	22.0%
one	4037	5.3%
and	3319	4.4%
for	3235	4.3%
students	3108	4.1%
section	2513	3.3%
must	2402	3.2%
register	2178	2.9%
lecture	2157	2.9%
the	1509	2.0%
Other values (573)	34566	45.7%

Most occurring characters

Value	Count	Frequency (%)
n	78023	15.5%
	55746	11.1%
e	40790	8.1%
o	40771	8.1%
t	29155	5.8%
s	27595	5.5%
i	24770	4.9%
r	23992	4.8%
w	19497	3.9%
k	17597	3.5%
Other values (64)	145688	28.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	503624	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	78023	15.5%
	55746	11.1%
e	40790	8.1%
o	40771	8.1%
t	29155	5.8%
s	27595	5.5%
i	24770	4.9%
r	23992	4.8%
w	19497	3.9%
k	17597	3.5%
Other values (64)	145688	28.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	503624	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	78023	15.5%
	55746	11.1%
e	40790	8.1%
o	40771	8.1%
t	29155	5.8%
s	27595	5.5%
i	24770	4.9%
r	23992	4.8%
w	19497	3.9%
k	17597	3.5%
Other values (64)	145688	28.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	503624	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	78023	15.5%
	55746	11.1%
e	40790	8.1%
o	40771	8.1%
t	29155	5.8%
s	27595	5.5%
i	24770	4.9%
r	23992	4.8%
w	19497	3.9%
k	17597	3.5%
Other values (64)	145688	28.9%

average_grade
Real number (ℝ)

High correlation

Distinct	213
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.4819374

Minimum	1.14
Maximum	4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.1 KiB

Quantile statistics

Minimum	1.14
5-th percentile	2.78
Q1	3.27
median	3.55
Q3	3.77
95-th percentile	3.93
Maximum	4
Range	2.86
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.360474
Coefficient of variation (CV)	0.10352685
Kurtosis	0.90170787
Mean	3.4819374
Median Absolute Deviation (MAD)	0.24
Skewness	-0.96366978
Sum	69516.88
Variance	0.12994151
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.83	331	1.7%
3.67	275	1.4%
3.86	275	1.4%
3.76	272	1.4%
3.62	267	1.3%
3.91	264	1.3%
3.64	264	1.3%
3.92	263	1.3%
3.79	262	1.3%
3.81	251	1.3%
Other values (203)	17241	86.4%

Value	Count	Frequency (%)
1.14	1	< 0.1%
1.21	1	< 0.1%
1.41	1	< 0.1%
1.64	1	< 0.1%
1.75	1	< 0.1%
1.76	2	< 0.1%
1.78	3	< 0.1%
1.79	1	< 0.1%
1.83	1	< 0.1%
1.85	1	< 0.1%

Value	Count	Frequency (%)
4	2	< 0.1%
3.99	26	0.1%
3.98	81	0.4%
3.97	177	0.9%
3.96	214	1.1%
3.95	191	1.0%
3.94	210	1.1%
3.93	217	1.1%
3.92	263	1.3%
3.91	264	1.3%

a_plus
Real number (ℝ)

Zeros

Distinct	101
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.180666

Minimum	0
Maximum	100
Zeros	5025
Zeros (%)	25.2%
Negative	0
Negative (%)	0.0%
Memory size	156.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	4
Q3	12
95-th percentile	42
Maximum	100
Range	100
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	17.257687
Coefficient of variation (CV)	1.6951432
Kurtosis	12.517179
Mean	10.180666
Median Absolute Deviation (MAD)	4
Skewness	3.3094924
Sum	203257
Variance	297.82776
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5025	25.2%
1	1607	8.0%
2	1363	6.8%
3	1215	6.1%
4	1134	5.7%
5	950	4.8%
6	820	4.1%
7	675	3.4%
8	593	3.0%
9	545	2.7%
Other values (91)	6038	30.2%

Value	Count	Frequency (%)
0	5025	25.2%
1	1607	8.0%
2	1363	6.8%
3	1215	6.1%
4	1134	5.7%
5	950	4.8%
6	820	4.1%
7	675	3.4%
8	593	3.0%
9	545	2.7%

Value	Count	Frequency (%)
100	308	1.5%
99	1	< 0.1%
98	5	< 0.1%
97	1	< 0.1%
96	3	< 0.1%
95	4	< 0.1%
94	3	< 0.1%
93	3	< 0.1%
92	2	< 0.1%
91	7	< 0.1%

a
Real number (ℝ)

Distinct	101
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.262509

Minimum	0
Maximum	100
Zeros	162
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	156.1 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	7
median	13
Q3	24
95-th percentile	75
Maximum	100
Range	100
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	21.910858
Coefficient of variation (CV)	1.0813497
Kurtosis	5.0890498
Mean	20.262509
Median Absolute Deviation (MAD)	7
Skewness	2.2783342
Sum	404541
Variance	480.08571
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	998	5.0%
8	983	4.9%
6	937	4.7%
7	927	4.6%
9	887	4.4%
4	830	4.2%
10	827	4.1%
3	756	3.8%
11	742	3.7%
100	702	3.5%
Other values (91)	11376	57.0%

Value	Count	Frequency (%)
0	162	0.8%
1	314	1.6%
2	568	2.8%
3	756	3.8%
4	830	4.2%
5	998	5.0%
6	937	4.7%
7	927	4.6%
8	983	4.9%
9	887	4.4%

Value	Count	Frequency (%)
100	702	3.5%
99	5	< 0.1%
98	12	0.1%
97	8	< 0.1%
96	9	< 0.1%
95	9	< 0.1%
94	8	< 0.1%
93	12	0.1%
92	9	< 0.1%
91	10	0.1%

a_minus
Real number (ℝ)

High correlation Zeros

Distinct	96
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.6346106

Minimum	0
Maximum	100
Zeros	2912
Zeros (%)	14.6%
Negative	0
Negative (%)	0.0%
Memory size	156.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	9
95-th percentile	26
Maximum	100
Range	100
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	11.661267
Coefficient of variation (CV)	1.5274213
Kurtosis	25.70976
Mean	7.6346106
Median Absolute Deviation (MAD)	3
Skewness	4.3709658
Sum	152425
Variance	135.98515
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2912	14.6%
3	1989	10.0%
2	1833	9.2%
4	1735	8.7%
1	1621	8.1%
5	1556	7.8%
6	1349	6.8%
7	1046	5.2%
8	876	4.4%
9	669	3.4%
Other values (86)	4379	21.9%

Value	Count	Frequency (%)
0	2912	14.6%
1	1621	8.1%
2	1833	9.2%
3	1989	10.0%
4	1735	8.7%
5	1556	7.8%
6	1349	6.8%
7	1046	5.2%
8	876	4.4%
9	669	3.4%

Value	Count	Frequency (%)
100	97	0.5%
99	1	< 0.1%
98	2	< 0.1%
97	1	< 0.1%
95	3	< 0.1%
94	1	< 0.1%
89	3	< 0.1%
88	3	< 0.1%
87	1	< 0.1%
86	2	< 0.1%

b_plus
Real number (ℝ)

High correlation Zeros

Distinct	95
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.3582269

Minimum	0
Maximum	100
Zeros	3848
Zeros (%)	19.3%
Negative	0
Negative (%)	0.0%
Memory size	156.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	6
95-th percentile	20
Maximum	100
Range	100
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	8.9145523
Coefficient of variation (CV)	1.6637131
Kurtosis	34.691693
Mean	5.3582269
Median Absolute Deviation (MAD)	2
Skewness	4.8785993
Sum	106977
Variance	79.469243
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3848	19.3%
1	2992	15.0%
2	2532	12.7%
3	2139	10.7%
4	1624	8.1%
5	1301	6.5%
6	932	4.7%
7	680	3.4%
8	582	2.9%
9	437	2.2%
Other values (85)	2898	14.5%

Value	Count	Frequency (%)
0	3848	19.3%
1	2992	15.0%
2	2532	12.7%
3	2139	10.7%
4	1624	8.1%
5	1301	6.5%
6	932	4.7%
7	680	3.4%
8	582	2.9%
9	437	2.2%

Value	Count	Frequency (%)
100	23	0.1%
99	1	< 0.1%
98	2	< 0.1%
97	1	< 0.1%
96	1	< 0.1%
93	2	< 0.1%
92	2	< 0.1%
91	1	< 0.1%
90	1	< 0.1%
88	1	< 0.1%

b
Real number (ℝ)

High correlation Zeros

Distinct	94
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.4649637

Minimum	0
Maximum	100
Zeros	3085
Zeros (%)	15.5%
Negative	0
Negative (%)	0.0%
Memory size	156.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	7
95-th percentile	25
Maximum	100
Range	100
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	11.233137
Coefficient of variation (CV)	1.7375406
Kurtosis	22.437944
Mean	6.4649637
Median Absolute Deviation (MAD)	2
Skewness	4.2030618
Sum	129073
Variance	126.18337
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	3239	16.2%
0	3085	15.5%
2	2593	13.0%
3	2079	10.4%
4	1603	8.0%
5	1269	6.4%
6	965	4.8%
7	732	3.7%
8	569	2.8%
9	454	2.3%
Other values (84)	3377	16.9%

Value	Count	Frequency (%)
0	3085	15.5%
1	3239	16.2%
2	2593	13.0%
3	2079	10.4%
4	1603	8.0%
5	1269	6.4%
6	965	4.8%
7	732	3.7%
8	569	2.8%
9	454	2.3%

Value	Count	Frequency (%)
100	41	0.2%
97	2	< 0.1%
95	1	< 0.1%
93	1	< 0.1%
92	3	< 0.1%
91	2	< 0.1%
89	1	< 0.1%
88	3	< 0.1%
87	4	< 0.1%
86	2	< 0.1%

b_minus
Real number (ℝ)

High correlation Zeros

Distinct	66
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.674831

Minimum	0
Maximum	100
Zeros	7973
Zeros (%)	39.9%
Negative	0
Negative (%)	0.0%
Memory size	156.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	11
Maximum	100
Range	100
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	5.2935233
Coefficient of variation (CV)	1.9790123
Kurtosis	42.929849
Mean	2.674831
Median Absolute Deviation (MAD)	1
Skewness	5.1560234
Sum	53403
Variance	28.021389
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7973	39.9%
1	3809	19.1%
2	2352	11.8%
3	1596	8.0%
4	1010	5.1%
5	694	3.5%
6	461	2.3%
7	334	1.7%
8	276	1.4%
9	207	1.0%
Other values (56)	1253	6.3%

Value	Count	Frequency (%)
0	7973	39.9%
1	3809	19.1%
2	2352	11.8%
3	1596	8.0%
4	1010	5.1%
5	694	3.5%
6	461	2.3%
7	334	1.7%
8	276	1.4%
9	207	1.0%

Value	Count	Frequency (%)
100	1	< 0.1%
99	1	< 0.1%
82	2	< 0.1%
75	1	< 0.1%
72	1	< 0.1%
66	1	< 0.1%
64	1	< 0.1%
63	1	< 0.1%
60	1	< 0.1%
58	2	< 0.1%

c_plus
Real number (ℝ)

High correlation Zeros

Distinct	57
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7895317

Minimum	0
Maximum	69
Zeros	10415
Zeros (%)	52.2%
Negative	0
Negative (%)	0.0%
Memory size	156.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	8
Maximum	69
Range	69
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	4.0909786
Coefficient of variation (CV)	2.286061
Kurtosis	46.895703
Mean	1.7895317
Median Absolute Deviation (MAD)	0
Skewness	5.6040265
Sum	35728
Variance	16.736106
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	10415	52.2%
1	3724	18.7%
2	1997	10.0%
3	1119	5.6%
4	666	3.3%
5	458	2.3%
6	280	1.4%
7	226	1.1%
8	170	0.9%
9	121	0.6%
Other values (47)	789	4.0%

Value	Count	Frequency (%)
0	10415	52.2%
1	3724	18.7%
2	1997	10.0%
3	1119	5.6%
4	666	3.3%
5	458	2.3%
6	280	1.4%
7	226	1.1%
8	170	0.9%
9	121	0.6%

Value	Count	Frequency (%)
69	1	< 0.1%
63	1	< 0.1%
60	2	< 0.1%
59	1	< 0.1%
56	1	< 0.1%
55	1	< 0.1%
54	2	< 0.1%
53	2	< 0.1%
51	1	< 0.1%
50	3	< 0.1%

c
Real number (ℝ)

High correlation Zeros

Distinct	58
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.35998

Minimum	0
Maximum	74
Zeros	9405
Zeros (%)	47.1%
Negative	0
Negative (%)	0.0%
Memory size	156.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	11
Maximum	74
Range	74
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	5.546419
Coefficient of variation (CV)	2.3501975
Kurtosis	30.575372
Mean	2.35998
Median Absolute Deviation (MAD)	1
Skewness	4.9559132
Sum	47117
Variance	30.762764
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9405	47.1%
1	4016	20.1%
2	2137	10.7%
3	1204	6.0%
4	714	3.6%
5	420	2.1%
6	354	1.8%
7	233	1.2%
8	199	1.0%
9	138	0.7%
Other values (48)	1145	5.7%

Value	Count	Frequency (%)
0	9405	47.1%
1	4016	20.1%
2	2137	10.7%
3	1204	6.0%
4	714	3.6%
5	420	2.1%
6	354	1.8%
7	233	1.2%
8	199	1.0%
9	138	0.7%

Value	Count	Frequency (%)
74	1	< 0.1%
56	3	< 0.1%
55	2	< 0.1%
54	1	< 0.1%
53	6	< 0.1%
52	1	< 0.1%
51	4	< 0.1%
50	11	0.1%
49	7	< 0.1%
48	3	< 0.1%

c_minus
Real number (ℝ)

High correlation Zeros

Distinct	38
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.99378913

Minimum	0
Maximum	52
Zeros	13268
Zeros (%)	66.5%
Negative	0
Negative (%)	0.0%
Memory size	156.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	5
Maximum	52
Range	52
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.6729988
Coefficient of variation (CV)	2.6897042
Kurtosis	52.339731
Mean	0.99378913
Median Absolute Deviation (MAD)	0
Skewness	6.0302589
Sum	19841
Variance	7.1449224
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
0	13268	66.5%
1	3250	16.3%
2	1355	6.8%
3	647	3.2%
4	395	2.0%
5	243	1.2%
6	154	0.8%
7	109	0.5%
8	95	0.5%
9	63	0.3%
Other values (28)	386	1.9%

Value	Count	Frequency (%)
0	13268	66.5%
1	3250	16.3%
2	1355	6.8%
3	647	3.2%
4	395	2.0%
5	243	1.2%
6	154	0.8%
7	109	0.5%
8	95	0.5%
9	63	0.3%

Value	Count	Frequency (%)
52	1	< 0.1%
38	1	< 0.1%
37	3	< 0.1%
36	3	< 0.1%
35	1	< 0.1%
34	2	< 0.1%
33	6	< 0.1%
32	1	< 0.1%
29	3	< 0.1%
28	2	< 0.1%

d_plus
Real number (ℝ)

Zeros

Distinct	28
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.49366391

Minimum	0
Maximum	34
Zeros	15822
Zeros (%)	79.2%
Negative	0
Negative (%)	0.0%
Memory size	156.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3
Maximum	34
Range	34
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.563561
Coefficient of variation (CV)	3.167258
Kurtosis	65.257559
Mean	0.49366391
Median Absolute Deviation (MAD)	0
Skewness	6.6076837
Sum	9856
Variance	2.4447229
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0	15822	79.2%
1	2271	11.4%
2	794	4.0%
3	404	2.0%
4	208	1.0%
5	110	0.6%
6	80	0.4%
7	63	0.3%
8	43	0.2%
9	38	0.2%
Other values (18)	132	0.7%

Value	Count	Frequency (%)
0	15822	79.2%
1	2271	11.4%
2	794	4.0%
3	404	2.0%
4	208	1.0%
5	110	0.6%
6	80	0.4%
7	63	0.3%
8	43	0.2%
9	38	0.2%

Value	Count	Frequency (%)
34	1	< 0.1%
30	1	< 0.1%
25	1	< 0.1%
24	1	< 0.1%
23	2	< 0.1%
22	1	< 0.1%
21	1	< 0.1%
20	3	< 0.1%
19	4	< 0.1%
18	2	< 0.1%

d
Real number (ℝ)

High correlation Zeros

Distinct	28
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6949161

Minimum	0
Maximum	30
Zeros	14264
Zeros (%)	71.4%
Negative	0
Negative (%)	0.0%
Memory size	156.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	3
Maximum	30
Range	30
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.8196419
Coefficient of variation (CV)	2.6185059
Kurtosis	39.649735
Mean	0.6949161
Median Absolute Deviation (MAD)	0
Skewness	5.2791048
Sum	13874
Variance	3.3110967
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0	14264	71.4%
1	3071	15.4%
2	1098	5.5%
3	537	2.7%
4	292	1.5%
5	175	0.9%
6	128	0.6%
7	90	0.5%
8	74	0.4%
9	58	0.3%
Other values (18)	178	0.9%

Value	Count	Frequency (%)
0	14264	71.4%
1	3071	15.4%
2	1098	5.5%
3	537	2.7%
4	292	1.5%
5	175	0.9%
6	128	0.6%
7	90	0.5%
8	74	0.4%
9	58	0.3%

Value	Count	Frequency (%)
30	1	< 0.1%
26	1	< 0.1%
25	2	< 0.1%
24	1	< 0.1%
23	1	< 0.1%
22	1	< 0.1%
21	4	< 0.1%
20	4	< 0.1%
19	2	< 0.1%
18	7	< 0.1%

d_minus
Real number (ℝ)

Zeros

Distinct	17
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.31189582

Minimum	0
Maximum	19
Zeros	16769
Zeros (%)	84.0%
Negative	0
Negative (%)	0.0%
Memory size	156.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	19
Range	19
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.0308025
Coefficient of variation (CV)	3.3049578
Kurtosis	53.975452
Mean	0.31189582
Median Absolute Deviation (MAD)	0
Skewness	6.1676
Sum	6227
Variance	1.0625538
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
0	16769	84.0%
1	1960	9.8%
2	606	3.0%
3	253	1.3%
4	132	0.7%
5	83	0.4%
6	49	0.2%
8	27	0.1%
7	26	0.1%
9	16	0.1%
Other values (7)	44	0.2%

Value	Count	Frequency (%)
0	16769	84.0%
1	1960	9.8%
2	606	3.0%
3	253	1.3%
4	132	0.7%
5	83	0.4%
6	49	0.2%
7	26	0.1%
8	27	0.1%
9	16	0.1%

Value	Count	Frequency (%)
19	1	< 0.1%
15	4	< 0.1%
14	3	< 0.1%
13	4	< 0.1%
12	8	< 0.1%
11	8	< 0.1%
10	16	0.1%
9	16	0.1%
8	27	0.1%
7	26	0.1%

f
Real number (ℝ)

Zeros

Distinct	53
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.4024543

Minimum	0
Maximum	75
Zeros	11269
Zeros (%)	56.4%
Negative	0
Negative (%)	0.0%
Memory size	156.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	6
Maximum	75
Range	75
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	3.4249202
Coefficient of variation (CV)	2.4420904
Kurtosis	73.908655
Mean	1.4024543
Median Absolute Deviation (MAD)	0
Skewness	6.789768
Sum	28000
Variance	11.730078
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	11269	56.4%
1	3776	18.9%
2	1873	9.4%
3	1006	5.0%
4	520	2.6%
5	376	1.9%
6	233	1.2%
7	172	0.9%
8	143	0.7%
9	85	0.4%
Other values (43)	512	2.6%

Value	Count	Frequency (%)
0	11269	56.4%
1	3776	18.9%
2	1873	9.4%
3	1006	5.0%
4	520	2.6%
5	376	1.9%
6	233	1.2%
7	172	0.9%
8	143	0.7%
9	85	0.4%

Value	Count	Frequency (%)
75	1	< 0.1%
74	1	< 0.1%
64	1	< 0.1%
59	1	< 0.1%
53	1	< 0.1%
51	1	< 0.1%
50	2	< 0.1%
46	1	< 0.1%
45	1	< 0.1%
43	5	< 0.1%

w
Real number (ℝ)

Zeros

Distinct	15
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.18241923

Minimum	0
Maximum	16
Zeros	17651
Zeros (%)	88.4%
Negative	0
Negative (%)	0.0%
Memory size	156.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	16
Range	16
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.68397627
Coefficient of variation (CV)	3.7494745
Kurtosis	88.199178
Mean	0.18241923
Median Absolute Deviation (MAD)	0
Skewness	7.5203189
Sum	3642
Variance	0.46782354
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	17651	88.4%
1	1669	8.4%
2	369	1.8%
3	134	0.7%
4	52	0.3%
5	34	0.2%
6	18	0.1%
8	10	0.1%
7	8	< 0.1%
9	8	< 0.1%
Other values (5)	12	0.1%

Value	Count	Frequency (%)
0	17651	88.4%
1	1669	8.4%
2	369	1.8%
3	134	0.7%
4	52	0.3%
5	34	0.2%
6	18	0.1%
7	8	< 0.1%
8	10	0.1%
9	8	< 0.1%

Value	Count	Frequency (%)
16	1	< 0.1%
13	1	< 0.1%
12	4	< 0.1%
11	2	< 0.1%
10	4	< 0.1%
9	8	< 0.1%
8	10	0.1%
7	8	< 0.1%
6	18	0.1%
5	34	0.2%

Interactions

Correlations

	a	a_minus	a_plus	average_grade	b	b_minus	b_plus	c	c_minus	c_plus	course_number	crn	d	d_minus	d_plus	days_of_week	enrollment_status	f	part_of_term	section_credit_hours	section_status	section_type	start_time	term	w	year
a	1.000	0.203	-0.001	0.306	0.259	0.041	0.114	0.203	0.062	0.049	0.047	0.067	0.196	0.071	0.091	0.124	0.045	0.167	0.124	0.024	0.000	0.121	0.114	0.014	0.132	0.013
a_minus	0.203	1.000	0.189	-0.228	0.358	0.524	0.662	0.204	0.359	0.419	0.040	-0.067	0.157	0.242	0.287	0.097	0.046	0.199	0.037	0.042	0.000	0.107	0.078	0.006	0.151	0.000
a_plus	-0.001	0.189	1.000	0.144	0.010	0.184	0.157	0.083	0.188	0.191	-0.134	0.030	0.100	0.179	0.201	0.104	0.028	0.190	0.110	0.038	0.012	0.086	0.097	0.032	0.113	0.013
average_grade	0.306	-0.228	0.144	1.000	-0.550	-0.541	-0.415	-0.566	-0.500	-0.542	0.110	0.196	-0.449	-0.367	-0.411	0.114	0.093	-0.480	0.073	0.056	0.000	0.085	0.077	0.042	-0.164	0.054
b	0.259	0.358	0.010	-0.550	1.000	0.495	0.494	0.586	0.383	0.474	0.015	-0.152	0.433	0.264	0.329	0.140	0.058	0.325	0.166	0.074	0.000	0.119	0.079	0.035	0.221	0.014
b_minus	0.041	0.524	0.184	-0.541	0.495	1.000	0.598	0.431	0.520	0.594	-0.046	-0.141	0.315	0.344	0.413	0.053	0.042	0.319	0.000	0.013	0.000	0.085	0.020	0.013	0.206	0.009
b_plus	0.114	0.662	0.157	-0.415	0.494	0.598	1.000	0.319	0.411	0.545	0.061	-0.125	0.231	0.274	0.358	0.095	0.048	0.230	0.024	0.040	0.000	0.098	0.068	0.000	0.185	0.012
c	0.203	0.204	0.083	-0.566	0.586	0.431	0.319	1.000	0.451	0.473	-0.110	-0.124	0.502	0.332	0.398	0.124	0.055	0.409	0.120	0.097	0.000	0.113	0.056	0.009	0.228	0.023
c_minus	0.062	0.359	0.188	-0.500	0.383	0.520	0.411	0.451	1.000	0.525	-0.145	-0.110	0.380	0.392	0.454	0.056	0.053	0.383	0.012	0.011	0.000	0.090	0.015	0.006	0.222	0.009
c_plus	0.049	0.419	0.191	-0.542	0.474	0.594	0.545	0.473	0.525	1.000	-0.097	-0.130	0.356	0.375	0.463	0.059	0.051	0.352	0.000	0.010	0.000	0.096	0.019	0.020	0.213	0.003
course_number	0.047	0.040	-0.134	0.110	0.015	-0.046	0.061	-0.110	-0.145	-0.097	1.000	0.131	-0.124	-0.151	-0.165	0.301	0.208	-0.245	0.148	0.211	0.000	0.165	0.207	0.086	-0.051	0.009
crn	0.067	-0.067	0.030	0.196	-0.152	-0.141	-0.125	-0.124	-0.110	-0.130	0.131	1.000	-0.074	-0.087	-0.090	0.090	0.063	-0.024	0.145	0.067	0.000	0.165	0.092	0.169	-0.013	0.080
d	0.196	0.157	0.100	-0.449	0.433	0.315	0.231	0.502	0.380	0.356	-0.124	-0.074	1.000	0.338	0.379	0.062	0.041	0.402	0.109	0.025	0.000	0.074	0.028	0.019	0.232	0.025
d_minus	0.071	0.242	0.179	-0.367	0.264	0.344	0.274	0.332	0.392	0.375	-0.151	-0.087	0.338	1.000	0.431	0.050	0.050	0.329	0.018	0.015	0.000	0.079	0.019	0.000	0.215	0.030
d_plus	0.091	0.287	0.201	-0.411	0.329	0.413	0.358	0.398	0.454	0.463	-0.165	-0.090	0.379	0.431	1.000	0.032	0.053	0.364	0.000	0.012	0.000	0.078	0.000	0.016	0.216	0.018
days_of_week	0.124	0.097	0.104	0.114	0.140	0.053	0.095	0.124	0.056	0.059	0.301	0.090	0.062	0.050	0.032	1.000	0.124	0.075	0.323	0.168	0.000	0.226	0.279	0.095	0.034	0.065
enrollment_status	0.045	0.046	0.028	0.093	0.058	0.042	0.048	0.055	0.053	0.051	0.208	0.063	0.041	0.050	0.053	0.124	1.000	0.035	0.036	0.171	0.023	0.163	0.100	0.045	0.031	0.354
f	0.167	0.199	0.190	-0.480	0.325	0.319	0.230	0.409	0.383	0.352	-0.245	-0.024	0.402	0.329	0.364	0.075	0.035	1.000	0.210	0.000	0.000	0.061	0.070	0.000	0.253	0.024
part_of_term	0.124	0.037	0.110	0.073	0.166	0.000	0.024	0.120	0.012	0.000	0.148	0.145	0.109	0.018	0.000	0.323	0.036	0.210	1.000	0.186	0.022	0.273	0.328	0.024	0.024	0.000
section_credit_hours	0.024	0.042	0.038	0.056	0.074	0.013	0.040	0.097	0.011	0.010	0.211	0.067	0.025	0.015	0.012	0.168	0.171	0.000	0.186	1.000	0.012	0.111	0.094	0.059	0.001	0.013
section_status	0.000	0.000	0.012	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.023	0.000	0.022	0.012	1.000	0.000	0.000	0.000	0.000	0.000
section_type	0.121	0.107	0.086	0.085	0.119	0.085	0.098	0.113	0.090	0.096	0.165	0.165	0.074	0.079	0.078	0.226	0.163	0.061	0.273	0.111	0.000	1.000	0.192	0.069	0.047	0.251
start_time	0.114	0.078	0.097	0.077	0.079	0.020	0.068	0.056	0.015	0.019	0.207	0.092	0.028	0.019	0.000	0.279	0.100	0.070	0.328	0.094	0.000	0.192	1.000	0.042	0.022	0.062
term	0.014	0.006	0.032	0.042	0.035	0.013	0.000	0.009	0.006	0.020	0.086	0.169	0.019	0.000	0.016	0.095	0.045	0.000	0.024	0.059	0.000	0.069	0.042	1.000	0.039	0.022
w	0.132	0.151	0.113	-0.164	0.221	0.206	0.185	0.228	0.222	0.213	-0.051	-0.013	0.232	0.215	0.216	0.034	0.031	0.253	0.024	0.001	0.000	0.047	0.022	0.039	1.000	0.059
year	0.013	0.000	0.013	0.054	0.014	0.009	0.012	0.023	0.009	0.003	0.009	0.080	0.025	0.030	0.018	0.065	0.354	0.024	0.000	0.013	0.000	0.251	0.062	0.022	0.059	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

	year	term	crn	subject_section	course_number	course_title	description	part_of_term	degree_attributes	credit_hours	section_credit_hours	section_status	section_type	section_type_code	enrollment_status	start_time	end_time	days_of_week	room	building	instructors_abbr	instructors_fn	section_info	schedule_information	average_grade	a_plus	a	a_minus	b_plus	b	b_minus	c_plus	c	c_minus	d_plus	d	f
0	2020	FALL	41758	AD1	100	Intro Asian American Studies	Interdisciplinary introduction to the basic concepts and approaches in Asian American Studies. Surveys the various dimensions of Asian American experiences including history, social organization, literature, arts, and politics.	1.0	Social & Beh Sci - Soc Sci, and Cultural Studies - US Minority course.	NaN	Unknown	A	Online Discussion	OD	Open	09:00 AM	09:50 AM	F	Unknown	Unknown	Boonsripaisal, S	Boonsripaisal, Simon	Unknown	Unknown	3.55	10	9	4	0	2	0	0	0	1	0	1	1
1	2020	FALL	47100	AD2	100	Intro Asian American Studies	Interdisciplinary introduction to the basic concepts and approaches in Asian American Studies. Surveys the various dimensions of Asian American experiences including history, social organization, literature, arts, and politics.	1.0	Social & Beh Sci - Soc Sci, and Cultural Studies - US Minority course.	NaN	Unknown	A	Online Discussion	OD	Open	12:00 PM	12:50 PM	F	Unknown	Unknown	Kang, Y	Kang, Yoonjung	Unknown	Unknown	3.28	2	11	2	2	5	1	0	2	0	0	1	1
2	2020	FALL	47102	AD3	100	Intro Asian American Studies	Interdisciplinary introduction to the basic concepts and approaches in Asian American Studies. Surveys the various dimensions of Asian American experiences including history, social organization, literature, arts, and politics.	1.0	Social & Beh Sci - Soc Sci, and Cultural Studies - US Minority course.	NaN	Unknown	A	Online Discussion	OD	Open	01:00 PM	01:50 PM	F	Unknown	Unknown	Wang, Y	Wang, Yu	Unknown	Unknown	3.44	1	16	3	3	0	0	0	2	0	0	0	2
3	2020	FALL	51248	AD4	100	Intro Asian American Studies	Interdisciplinary introduction to the basic concepts and approaches in Asian American Studies. Surveys the various dimensions of Asian American experiences including history, social organization, literature, arts, and politics.	1.0	Social & Beh Sci - Soc Sci, and Cultural Studies - US Minority course.	NaN	Unknown	A	Online Discussion	OD	Open	10:00 AM	10:50 AM	F	Unknown	Unknown	Boonsripaisal, S	Boonsripaisal, Simon	Unknown	Unknown	3.76	15	8	1	0	0	2	1	1	0	0	0	0
4	2020	FALL	51249	AD5	100	Intro Asian American Studies	Interdisciplinary introduction to the basic concepts and approaches in Asian American Studies. Surveys the various dimensions of Asian American experiences including history, social organization, literature, arts, and politics.	1.0	Social & Beh Sci - Soc Sci, and Cultural Studies - US Minority course.	NaN	Unknown	A	Online Discussion	OD	Closed	11:00 AM	11:50 AM	F	Unknown	Unknown	Kang, Y	Kang, Yoonjung	Unknown	Unknown	3.52	4	14	4	3	1	1	0	1	0	1	0	1
5	2020	FALL	51932	AD6	100	Intro Asian American Studies	Interdisciplinary introduction to the basic concepts and approaches in Asian American Studies. Surveys the various dimensions of Asian American experiences including history, social organization, literature, arts, and politics.	1.0	Social & Beh Sci - Soc Sci, and Cultural Studies - US Minority course.	NaN	Unknown	A	Online Discussion	OD	Open	02:00 PM	02:50 PM	F	Unknown	Unknown	Wang, Y	Wang, Yu	Unknown	Unknown	3.31	1	15	0	3	3	1	3	1	0	1	0	1
6	2020	FALL	59818	AD7	100	Intro Asian American Studies	Interdisciplinary introduction to the basic concepts and approaches in Asian American Studies. Surveys the various dimensions of Asian American experiences including history, social organization, literature, arts, and politics.	1.0	Social & Beh Sci - Soc Sci, and Cultural Studies - US Minority course.	NaN	Unknown	A	Online Discussion	OD	Open	10:00 AM	10:50 AM	F	Unknown	Unknown	Guruparan, A	Guruparan, Akil	Unknown	Unknown	3.43	7	11	2	2	3	0	1	1	0	0	0	2
7	2020	FALL	59819	AD8	100	Intro Asian American Studies	Interdisciplinary introduction to the basic concepts and approaches in Asian American Studies. Surveys the various dimensions of Asian American experiences including history, social organization, literature, arts, and politics.	1.0	Social & Beh Sci - Soc Sci, and Cultural Studies - US Minority course.	NaN	Unknown	A	Online Discussion	OD	Open	11:00 AM	11:50 AM	F	Unknown	Unknown	Guruparan, A	Guruparan, Akil	Unknown	Unknown	3.49	4	12	4	3	1	0	1	1	1	0	0	1
8	2020	FALL	59820	AD9	100	Intro Asian American Studies	Interdisciplinary introduction to the basic concepts and approaches in Asian American Studies. Surveys the various dimensions of Asian American experiences including history, social organization, literature, arts, and politics.	1.0	Social & Beh Sci - Soc Sci, and Cultural Studies - US Minority course.	NaN	Unknown	A	Online Discussion	OD	Open	02:00 PM	02:50 PM	F	Unknown	Unknown	Horton, C	Horton, Christina M	Unknown	Unknown	3.63	2	14	3	2	5	0	0	0	0	1	0	0
9	2020	FALL	59821	ADA	100	Intro Asian American Studies	Interdisciplinary introduction to the basic concepts and approaches in Asian American Studies. Surveys the various dimensions of Asian American experiences including history, social organization, literature, arts, and politics.	1.0	Social & Beh Sci - Soc Sci, and Cultural Studies - US Minority course.	NaN	Unknown	A	Online Discussion	OD	Open	01:00 PM	01:50 PM	F	Unknown	Unknown	Horton, C	Horton, Christina M	Unknown	Unknown	3.83	7	14	5	0	1	0	0	1	0	0	0	0

	year	term	crn	subject_section	course_number	course_title	description	part_of_term	degree_attributes	credit_hours	section_credit_hours	section_status	section_type	section_type_code	enrollment_status	start_time	end_time	days_of_week	room	building	instructors_abbr	instructors_fn	section_info	schedule_information	average_grade	a	b	c	d
19955	2023	SPRING	55158	AL1	608	Pathobiology III	Pathology, clinical pathology, and imaging of organ systems; epidemiology and food safety; and includes an integrative laboratory covering commonly encountered problems in infectious diseases. No graduate credit. 9 professional hours. Prerequisite: VM 607 and good standing in the veterinary professional curriculum, or consent of instructor.	2.0	Unknown	NaN	Unknown	A	Lecture	LEC	Open (Restricted)	08:00 AM	08:50 AM	W	Unknown	Unknown	Barger, A;Baumgartner, W;Colegrove-Calvey, K;Connolly, S;Delaney, M;Elston, C;Foreman, J;Hague, D;Hsiao, S;Johnson-Walker, Y;Landolfi, J;Roady, P;Rosser, M;Samuelson, J;Sander, W;Schnelle, A;Smith, B;Terio, K;Varga, C;Vieson, M	Vieson, Miranda	No graduate credit. 9 professional hours. Prerequisite: VM 607 and good standing in the veterinary professional curriculum, or consent of instructor.	Unknown	2.89	36	52	39	6
19956	2023	SPRING	55158	AL1	608	Pathobiology III	Pathology, clinical pathology, and imaging of organ systems; epidemiology and food safety; and includes an integrative laboratory covering commonly encountered problems in infectious diseases. No graduate credit. 9 professional hours. Prerequisite: VM 607 and good standing in the veterinary professional curriculum, or consent of instructor.	2.0	Unknown	NaN	Unknown	A	Lecture	LEC	Open (Restricted)	08:00 AM	11:50 AM	MF	Unknown	Unknown	Barger, A;Baumgartner, W;Colegrove-Calvey, K;Connolly, S;Delaney, M;Elston, C;Foreman, J;Hague, D;Hsiao, S;Johnson-Walker, Y;Landolfi, J;Roady, P;Rosser, M;Samuelson, J;Sander, W;Schnelle, A;Smith, B;Terio, K;Varga, C;Vieson, M	Vieson, Miranda	No graduate credit. 9 professional hours. Prerequisite: VM 607 and good standing in the veterinary professional curriculum, or consent of instructor.	Unknown	2.89	36	52	39	6
19957	2023	SPRING	55158	AL1	608	Pathobiology III	Pathology, clinical pathology, and imaging of organ systems; epidemiology and food safety; and includes an integrative laboratory covering commonly encountered problems in infectious diseases. No graduate credit. 9 professional hours. Prerequisite: VM 607 and good standing in the veterinary professional curriculum, or consent of instructor.	2.0	Unknown	NaN	Unknown	A	Lecture	LEC	Open (Restricted)	09:00 AM	11:50 AM	TR	Unknown	Unknown	Barger, A;Baumgartner, W;Colegrove-Calvey, K;Connolly, S;Delaney, M;Elston, C;Foreman, J;Hague, D;Hsiao, S;Johnson-Walker, Y;Landolfi, J;Roady, P;Rosser, M;Samuelson, J;Sander, W;Schnelle, A;Smith, B;Terio, K;Varga, C;Vieson, M	Vieson, Miranda	No graduate credit. 9 professional hours. Prerequisite: VM 607 and good standing in the veterinary professional curriculum, or consent of instructor.	Unknown	2.89	36	52	39	6
19958	2023	SPRING	55158	AL1	608	Pathobiology III	Pathology, clinical pathology, and imaging of organ systems; epidemiology and food safety; and includes an integrative laboratory covering commonly encountered problems in infectious diseases. No graduate credit. 9 professional hours. Prerequisite: VM 607 and good standing in the veterinary professional curriculum, or consent of instructor.	2.0	Unknown	NaN	Unknown	A	Lecture	LEC	Open (Restricted)	01:00 PM	02:50 PM	W	Unknown	Unknown	Barger, A;Baumgartner, W;Colegrove-Calvey, K;Connolly, S;Delaney, M;Elston, C;Foreman, J;Hague, D;Hsiao, S;Johnson-Walker, Y;Landolfi, J;Roady, P;Rosser, M;Samuelson, J;Sander, W;Schnelle, A;Smith, B;Terio, K;Varga, C;Vieson, M	Vieson, Miranda	No graduate credit. 9 professional hours. Prerequisite: VM 607 and good standing in the veterinary professional curriculum, or consent of instructor.	Unknown	2.89	36	52	39	6
19959	2023	SPRING	72913	AL1	655	SA Medicine and Surgery III	Teaches the practice of Small Animal Medicine and Surgery in neurology, clinical toxicology, imaging, musculoskeletal disease, oncology, hematology, immune-related diseases, ophthalmology, and animal behavior. Surgery laboratories occur throughout this course and the companion course VM 656. No graduate credit. 7 professional hours. Prerequisite: VM 653 and VM 654 and good standing in the veterinary professional curriculum, or consent of instructor. Restricted to third year veterinary students only.	1.0	Unknown	NaN	Unknown	A	Laboratory	LAB	Open	08:00 AM	11:50 AM	T	Unknown	Unknown	Cappa, T;Elston, C;Foreman, J;Foss, K;Hague, D	Ridgway, Marcella D	No graduate credit. 7 professional hours. Prerequisite: VM 653 and VM 654 and good standing in the veterinary professional curriculum, or consent of instructor. Restricted to third year veterinary students only.	Unknown	2.99	33	68	22	6
19960	2023	SPRING	72913	AL1	655	SA Medicine and Surgery III	Teaches the practice of Small Animal Medicine and Surgery in neurology, clinical toxicology, imaging, musculoskeletal disease, oncology, hematology, immune-related diseases, ophthalmology, and animal behavior. Surgery laboratories occur throughout this course and the companion course VM 656. No graduate credit. 7 professional hours. Prerequisite: VM 653 and VM 654 and good standing in the veterinary professional curriculum, or consent of instructor. Restricted to third year veterinary students only.	1.0	Unknown	NaN	Unknown	A	Lecture	LEC	Open	08:00 AM	10:50 AM	F	Unknown	Unknown	Aldridge, R;Fan, T;Fick, M;Foreman, J;Foss, K;Gal, A;Garrett, L;Gleason, H;Hague, D;Haraschak, J;Keller, K;Labelle, A;Lundberg, A;McCoy, A;Moran, C;Ridgway, M;Sander, S;Selting, K;Welle, K;Wismer, T	Ridgway, Marcella D	No graduate credit. 7 professional hours. Prerequisite: VM 653 and VM 654 and good standing in the veterinary professional curriculum, or consent of instructor. Restricted to third year veterinary students only.	Unknown	2.99	33	68	22	6
19961	2023	SPRING	72913	AL1	655	SA Medicine and Surgery III	Teaches the practice of Small Animal Medicine and Surgery in neurology, clinical toxicology, imaging, musculoskeletal disease, oncology, hematology, immune-related diseases, ophthalmology, and animal behavior. Surgery laboratories occur throughout this course and the companion course VM 656. No graduate credit. 7 professional hours. Prerequisite: VM 653 and VM 654 and good standing in the veterinary professional curriculum, or consent of instructor. Restricted to third year veterinary students only.	1.0	Unknown	NaN	Unknown	A	Lecture	LEC	Open	09:00 AM	10:50 AM	MW	Unknown	Unknown	Aldridge, R;Fan, T;Fick, M;Foreman, J;Foss, K;Gal, A;Garrett, L;Gleason, H;Hague, D;Haraschak, J;Keller, K;Labelle, A;Lundberg, A;McCoy, A;Moran, C;Ridgway, M;Sander, S;Selting, K;Welle, K;Wismer, T	Ridgway, Marcella D	No graduate credit. 7 professional hours. Prerequisite: VM 653 and VM 654 and good standing in the veterinary professional curriculum, or consent of instructor. Restricted to third year veterinary students only.	Unknown	2.99	33	68	22	6
19962	2023	SPRING	72913	AL1	655	SA Medicine and Surgery III	Teaches the practice of Small Animal Medicine and Surgery in neurology, clinical toxicology, imaging, musculoskeletal disease, oncology, hematology, immune-related diseases, ophthalmology, and animal behavior. Surgery laboratories occur throughout this course and the companion course VM 656. No graduate credit. 7 professional hours. Prerequisite: VM 653 and VM 654 and good standing in the veterinary professional curriculum, or consent of instructor. Restricted to third year veterinary students only.	1.0	Unknown	NaN	Unknown	A	Lecture	LEC	Open	01:00 PM	01:50 PM	MTWRF	Unknown	Unknown	Aldridge, R;Fan, T;Fick, M;Foreman, J;Foss, K;Gal, A;Garrett, L;Gleason, H;Hague, D;Haraschak, J;Keller, K;Labelle, A;Lundberg, A;McCoy, A;Moran, C;Ridgway, M;Sander, S;Selting, K;Welle, K;Wismer, T	Ridgway, Marcella D	No graduate credit. 7 professional hours. Prerequisite: VM 653 and VM 654 and good standing in the veterinary professional curriculum, or consent of instructor. Restricted to third year veterinary students only.	Unknown	2.99	33	68	22	6
19963	2023	SPRING	72914	AL1	656	LA Medicine and Surgery III	Teaches the practice of Large Animal Medicine and Surgery in neurology, clinical toxicology, imaging, musculoskeletal disease, oncology, hematology, immune-related diseases, ophthalmology, and animal behavior. Surgery laboratories occur throughout this course and the companion course VM 655. No graduate credit. 3.5 professional hours. Prerequisite: VM 653 and VM 654 and good standing in the veterinary professional curriculum, or consent of instructor. Restricted to third year veterinary students only.	1.0	Unknown	NaN	Unknown	A	Packaged Section	PKG	Open	11:00 AM	11:50 AM	MWF	Unknown	Unknown	Aldridge, R;Austin, S;Foreman, J;French, D;Garrett, E;Gutierrez Nibeyro, S;Lowe, J;McCoy, A;Stewart, M;Wilkins, P	Garrett, Edgar F	No graduate credit. 3.5 professional hours. Prerequisite: VM 653 and VM 654 and good standing in the veterinary professional curriculum, or consent of instructor. Restricted to third year veterinary students only.	Unknown	2.85	30	53	43	3
19964	2023	SPRING	72914	AL1	656	LA Medicine and Surgery III	Teaches the practice of Large Animal Medicine and Surgery in neurology, clinical toxicology, imaging, musculoskeletal disease, oncology, hematology, immune-related diseases, ophthalmology, and animal behavior. Surgery laboratories occur throughout this course and the companion course VM 655. No graduate credit. 3.5 professional hours. Prerequisite: VM 653 and VM 654 and good standing in the veterinary professional curriculum, or consent of instructor. Restricted to third year veterinary students only.	1.0	Unknown	NaN	Unknown	A	Packaged Section	PKG	Open	02:00 PM	02:50 PM	MTWRF	Unknown	Unknown	Aldridge, R;Austin, S;Foreman, J;French, D;Garrett, E;Gutierrez Nibeyro, S;Lowe, J;McCoy, A;Stewart, M;Wilkins, P	Garrett, Edgar F	No graduate credit. 3.5 professional hours. Prerequisite: VM 653 and VM 654 and good standing in the veterinary professional curriculum, or consent of instructor. Restricted to third year veterinary students only.	Unknown	2.85	30	53	43	3

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block